{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "\n",
    "import sys\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "from matplotlib.collections import EllipseCollection\n",
    "from matplotlib import rcParams\n",
    "from matplotlib import cm\n",
    "from netCDF4 import num2date\n",
    "\n",
    "from PyFVCOM.read_FVCOM_results import ncread\n",
    "from PyFVCOM.tidal_ellipse import ap2ep\n",
    "from tappy import TAPPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Load model output.\n",
    "fvcom = 'sample.nc'\n",
    "\n",
    "varlist = ('lonc', 'latc', 'ua', 'va', 'time')\n",
    "dims = {'time': ':360'}  # first 15 days at hourly sampling\n",
    "\n",
    "# Define a plot subset ((xmin, xmax), (ymin, ymax)).\n",
    "subset = np.array(((-4.2416, -4.0837), (50.2656, 50.3966)))\n",
    "\n",
    "# Scaling factor for the ellipses. You will need to experiment with this\n",
    "# value.\n",
    "scaling = 2000\n",
    "\n",
    "# Find the model nodes which fall within the subset defined above.\n",
    "FVCOM = ncread(fvcom, vars=varlist, dims=dims, noisy=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Create a time array for the TAPPy call.\n",
    "FVCOM['datetimes'] = num2date(FVCOM['time'], 'days since 1858-11-17 00:00:00')\n",
    "years = [i.year for i in FVCOM['datetimes']]\n",
    "months = [i.month for i in FVCOM['datetimes']]\n",
    "days = [i.day for i in FVCOM['datetimes']]\n",
    "hours = [i.hour for i in FVCOM['datetimes']]\n",
    "minutes = [i.minute for i in FVCOM['datetimes']]\n",
    "seconds = [i.second for i in FVCOM['datetimes']]\n",
    "Times = np.column_stack((years, months, days, hours, minutes, seconds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Find the indices of the locations which fall within the subset.\n",
    "elems = np.where((FVCOM['lonc'] > subset[0].min()) *\n",
    "                 (FVCOM['lonc'] < subset[0].max()) *\n",
    "                 (FVCOM['latc'] > subset[1].min()) *\n",
    "                 (FVCOM['latc'] < subset[1].max()))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 of 1235 ..................................................................................................\n",
      "100 of 1235 ...................................................................................................\n",
      "200 of 1235 ...................................................................................................\n",
      "300 of 1235 ...................................................................................................\n",
      "400 of 1235 ...................................................................................................\n",
      "500 of 1235 ...................................................................................................\n",
      "600 of 1235 ...................................................................................................\n",
      "700 of 1235 ...................................................................................................\n",
      "800 of 1235 ...................................................................................................\n",
      "900 of 1235 ...................................................................................................\n",
      "1000 of 1235 ...................................................................................................\n",
      "1100 of 1235 ...................................................................................................\n",
      "1200 of 1235 .................................. done.\n"
     ]
    }
   ],
   "source": [
    "# Create dicts for the results.\n",
    "uharmonics, vharmonics = {}, {}\n",
    "\n",
    "# Loop over the indices within the region of interest. This will take a \n",
    "# while in serial. Implementing this in parallel is left as an exercise\n",
    "# for the reader!\n",
    "for i, idx in enumerate(elems):\n",
    "    \n",
    "    if i == 0:\n",
    "        print('{} of {} '.format(i + 1, len(elems)), end='')\n",
    "    elif (i + 1) % 100 == 0:\n",
    "        print('\\n{} of {} '.format(i + 1, len(elems)), end='')\n",
    "    elif i + 1 == len(elems):\n",
    "        print(' done.')\n",
    "    else:\n",
    "        print('.', end='')\n",
    "    sys.stdout.flush()\n",
    "\n",
    "    # Combine the Times and velocity data.\n",
    "    u = np.column_stack((Times, FVCOM['ua'][:, idx]))\n",
    "    v = np.column_stack((Times, FVCOM['va'][:, idx]))\n",
    "\n",
    "    # Create a dict for the TAPPy results.\n",
    "    uharm, vharm = {}, {}\n",
    "    uharm['name'], uharm['speed'], uharm['phase'], uharm['amp'], uharm['infer'] = TAPPY(u)\n",
    "    vharm['name'], vharm['speed'], vharm['phase'], vharm['amp'], vharm['infer'] = TAPPY(v)\n",
    "\n",
    "    # Put the results into a meta dict with the key being the current\n",
    "    # position.\n",
    "    key = '{}-{}'.format(FVCOM['lonc'][idx], FVCOM['latc'][idx])\n",
    "    uharmonics[key] = uharm\n",
    "    vharmonics[key] = vharm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Create the mapping object ready for the plot.\n",
    "m = Basemap(llcrnrlon=subset[0].min(),\n",
    "            llcrnrlat=subset[1].min(),\n",
    "            urcrnrlon=subset[0].max(),\n",
    "            urcrnrlat=subset[1].max(),\n",
    "            rsphere=(6378137.00, 6356752.3142),\n",
    "            resolution='f',\n",
    "            area_thresh=0.05,\n",
    "            projection='merc',\n",
    "            lat_0=subset[1].mean(),\n",
    "            lon_0=subset[0].mean(),\n",
    "            lat_ts=subset[0].mean())\n",
    "\n",
    "parallels = np.arange(np.floor(subset[1].min()),\n",
    "                      np.ceil(subset[1].max()), 0.025)\n",
    "meridians = np.arange(np.floor(subset[0].min()),\n",
    "                      np.ceil(subset[0].max()), 0.05)\n",
    "\n",
    "x, y = m(FVCOM['lonc'], FVCOM['latc'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f7c0cbf7790>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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DBvr370/nzp255557JBgSQjR7rnq4ApUERE3A0KFDefjhh/nTn/7EHXfcQWFhoc9ld+7c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\nQKlSpejatSuiKBb7H0wQBLHq+J/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JGe/NkQMxLLh/aPN2PV1N8guquv2eOTk5KBSKHun6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eQtk0rHXhKcHexxc3Yk2s8bH7dbd7tW6ww0dA3S3DtEc88wLb3DtPaNYCeTEhXgRVSgN9FB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\n7WbV6aFvREP30Dzt/bMU5qXzrW8cozBvexvPv8yWBFHz7237eq50/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XzvuW7e9ei+zTbT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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7c0ccda790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract all the ellipses for the current subset so we can plot them \n",
    "# more easily.\n",
    "\n",
    "xy = []\n",
    "widths = []\n",
    "heights = []\n",
    "rotations = []\n",
    "sema = []\n",
    "for em in elems:\n",
    "    # Make a key from the original positions. This is the key which we\n",
    "    # use to extract the harmonic results.\n",
    "    key = '{}-{}'.format(FVCOM['lonc'][em], FVCOM['latc'][em])\n",
    "    \n",
    "    # Find the M2 data position for the current position.\n",
    "    idx = uharmonics[key]['name'].index('M2')\n",
    "    \n",
    "    # Extract the amplitude and phase and calculate the ellipse \n",
    "    # properties.\n",
    "    uZ = uharmonics[key]['amp'][idx]\n",
    "    vZ = vharmonics[key]['amp'][idx]\n",
    "    uG = uharmonics[key]['phase'][idx]\n",
    "    vG = vharmonics[key]['phase'][idx]\n",
    "    SEMA, ECC, INC, PHA, w = ap2ep(uZ, uG, vZ, vG)\n",
    "\n",
    "    xy.append((x[em], y[em]))\n",
    "    # widths and heights are flipped so the rotation is effectively\n",
    "    # transformed from clockwise from the y-axis to anti-clockwise \n",
    "    # relative to the x-axis. This is what EllipseCollection needs\n",
    "    # for its angles.\n",
    "    widths.append(scaling * SEMA)\n",
    "    heights.append(scaling * SEMA * ECC)\n",
    "    rotations.append(INC)\n",
    "    # Save the semi-major axis for the colouring the ellipses.\n",
    "    sema.append(SEMA)\n",
    "      \n",
    "# Now plot the M2 results.\n",
    "rcParams['mathtext.default'] = 'regular'  # sensible font for LaTeX text\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "ax = fig.add_subplot(111, aspect='equal')\n",
    "\n",
    "# Make an EllipseCollection.\n",
    "ellipses = EllipseCollection(widths, heights, rotations, \n",
    "                             offsets=xy,\n",
    "                             units='xy',\n",
    "                             transOffset=ax.transData)\n",
    "ellipses.set_array(np.asarray(sema))\n",
    "\n",
    "# Add coastlines\n",
    "m.drawmapboundary(zorder=0)\n",
    "m.drawcoastlines(zorder=1)\n",
    "m.fillcontinents(zorder=0, color='0.6')\n",
    "m.drawparallels(parallels, labels=[1, 0, 0, 0], linewidth=0)\n",
    "m.drawmeridians(meridians, labels=[0, 0, 0, 1], linewidth=0)\n",
    "\n",
    "# Add ellipses coloured by the semi-major axis magnitude.\n",
    "ax.add_collection(ellipses)\n",
    "ellipses.set_linewidth(0)\n",
    "ellipses.set_cmap(cm.viridis)\n",
    "ellipses.set_zorder=200\n",
    "    \n",
    "# Add a nice colour bar.\n",
    "div = make_axes_locatable(ax)\n",
    "cax = div.append_axes(\"right\", size=\"5%\", pad=0.2)\n",
    "cb = fig.colorbar(ellipses, cax=cax)\n",
    "cb.set_label(\"Semi-major axis ($ms^{-1}$)\")\n",
    "\n",
    "ax.set_title('$M_2$ tidal ellipses')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
